{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ImageNet-9 Paintings BG\n",
    "\n",
    "Painting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import random\n",
    "import pandas as pd\n",
    "from PIL import Image\n",
    "from tqdm import tqdm\n",
    "import itertools\n",
    "\n",
    "Image.MAX_IMAGE_PIXELS = 933120000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Change the paths below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['07_primate',\n",
       " '04_carnivore',\n",
       " '01_bird',\n",
       " '03_reptile',\n",
       " '06_musical instrument',\n",
       " '00_dog',\n",
       " '05_insect',\n",
       " '08_fish',\n",
       " '02_wheeled vehicle']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fg_dir = \"/datasets/imagenet_bg_challenge/only_fg/val\"\n",
    "mask_dir = \"/datasets/imagenet_bg_challenge/fg_mask/val\"\n",
    "bg_dir = \"/datasets/paintings_raw/\"\n",
    "outdir = \"/datasets/imagenet_bg_challenge/paintings_bg/val/\"\n",
    "os.makedirs(outdir, exist_ok=True)\n",
    "\n",
    "classes = os.listdir(fg_dir)\n",
    "bgs = [os.path.join(bg_dir, p) for p in os.listdir(bg_dir)]\n",
    "bgs_inf = (bg for i in itertools.count() for bg in bgs )\n",
    "classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 450/450 [00:10<00:00, 41.52it/s]\n",
      "100%|██████████| 450/450 [00:12<00:00, 34.67it/s]\n",
      "100%|██████████| 450/450 [00:12<00:00, 36.75it/s]\n",
      "100%|██████████| 450/450 [00:10<00:00, 44.03it/s]\n",
      "100%|██████████| 450/450 [00:10<00:00, 43.72it/s]\n",
      "100%|██████████| 450/450 [00:11<00:00, 39.12it/s]\n",
      "100%|██████████| 450/450 [00:11<00:00, 38.50it/s]\n",
      "100%|██████████| 450/450 [00:10<00:00, 41.25it/s]\n",
      "100%|██████████| 450/450 [00:11<00:00, 38.66it/s]\n"
     ]
    }
   ],
   "source": [
    "for cls in classes:\n",
    "    class_fg_dir = os.path.join(fg_dir, cls)\n",
    "    class_mask_dir = os.path.join(mask_dir, cls)\n",
    "    class_outdir = os.path.join(outdir, cls)\n",
    "    os.makedirs(class_outdir, exist_ok=True)\n",
    "    for img_name in tqdm(os.listdir(class_fg_dir)):\n",
    "        img_path = os.path.join(class_fg_dir, img_name)\n",
    "        mask_name = img_name.split(\".\")[0] + \".npy\"\n",
    "        mask_path = os.path.join(class_mask_dir, mask_name)\n",
    "        save_path = os.path.join(class_outdir, img_name)\n",
    "        bg_path = next(bgs_inf)\n",
    "        \n",
    "        img = Image.open(img_path).resize((224, 224))\n",
    "        bg_img = Image.open(bg_path).resize((224, 224))\n",
    "        mask = np.load(mask_path)\n",
    "        bg_arr = np.asarray(bg_img)\n",
    "        if len(bg_arr.shape) == 2:\n",
    "            bg_arr = bg_arr[..., None]\n",
    "        elif bg_arr.shape[2] == 4:\n",
    "            bg_arr = bg_arr[:, :, :3]\n",
    "        img_arr = np.asarray(img)\n",
    "        new_img = bg_arr * (1 - mask[..., None]) + img_arr * mask[..., None]\n",
    "        img = Image.fromarray(new_img.astype(np.uint8))\n",
    "        img.save(save_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F3ED3735D30>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F3ED3708CA0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bg_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py38",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
